Few-Shot Semantic Segmentation on COCO-20i (test)
71.9mIoU (mean)DSV-LFS
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DSV-LFSshots=5-shot2025.03 | 71.9 | — | 71.05 | 73.81 | 71.32 | 71.45 | — | — | — | — | — | — | — | — | — | — | |
| DSV-LFSshots=1-shot2025.03 | 71.33 | — | 69.97 | 73.35 | 70.69 | 71.32 | — | — | — | — | — | — | — | — | — | — | |
| LLaFSshots=5-shot2025.03 | 60 | — | 53.2 | 63.8 | 63.1 | 60 | — | — | — | — | — | — | — | — | — | — | |
| HDMNetshots=5-shot2025.03 | 56.1 | — | 50.6 | 61.6 | 55.7 | 56.6 | — | — | — | — | — | — | — | — | — | — | |
| PFENet+SVFBackbone=ResNet-502022.06 | 54.38 | — | 52.72 | 58.14 | 52.52 | 54.15 | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet-502022.06 | 54.17 | — | 52.29 | 59.34 | 51.5 | 53.53 | — | — | — | — | — | — | — | — | — | — | |
| LLaFSshots=1-shot2025.03 | 53.9 | — | 47.5 | 58.8 | 56.2 | 53 | — | — | — | — | — | — | — | — | — | — | |
| SCCANshots=5-shot2025.03 | 53.9 | — | 47.2 | 57.2 | 59.2 | 52.1 | — | — | — | — | — | — | — | — | — | — | |
| BAM+SVFBackbone=ResNet-502022.06 | 53.87 | — | 52.25 | 57.83 | 51.97 | 53.41 | — | — | — | — | — | — | — | — | — | — | |
| baseline+SVFBackbone=ResNet-502022.06 | 52.89 | — | 51.47 | 57.48 | 50.33 | 52.29 | — | — | — | — | — | — | — | — | — | — | |
| MSIshots=5-shot2025.03 | 51.9 | — | 47.1 | 53.2 | 53.4 | 51.9 | — | — | — | — | — | — | — | — | — | — | |
| baselineBackbone=ResNet-502022.06 | 51.85 | — | 50.35 | 56.78 | 49.61 | 50.68 | — | — | — | — | — | — | — | — | — | — | |
| MIANetshots=5-shot2025.03 | 51.7 | — | 45.8 | 58.2 | 51.3 | 51.9 | — | — | — | — | — | — | — | — | — | — | |
| BAMshots=5-shot2025.03 | 51.2 | — | 49.3 | 54.2 | 51.6 | 49.9 | — | — | — | — | — | — | — | — | — | — | |
| BAMBackbone=ResNet-502022.06 | 51.16 | — | 49.26 | 54.2 | 51.63 | 49.55 | — | — | — | — | — | — | — | — | — | — | |
| AAFormershots=5-shot2025.03 | 49.6 | — | 42.9 | 50.1 | 45.5 | 49.6 | — | — | — | — | — | — | — | — | — | — | |
| PFENet+SVFBackbone=VGG-162022.06 | 49.49 | — | 49.02 | 53.71 | 47.59 | 47.63 | — | — | — | — | — | — | — | — | — | — | |
| BAMBackbone=VGG-162022.06 | 49.34 | — | 47.02 | 52.62 | 48.59 | 49.11 | — | — | — | — | — | — | — | — | — | — | |
| DACM (VAT)Backbone=ResNet50, Evaluation Protocol=5-shot, Variant=with VAT2022.07 | 49.2 | — | — | — | — | — | — | — | — | — | 52.2 | — | 45.2 | 51.5 | 47.7 | 72.9 | |
| ABCNetshots=5-shot2025.03 | 49.1 | — | 44.5 | 51.7 | 52.2 | 46.4 | — | — | — | — | — | — | — | — | — | — | |
| BAM+SVFBackbone=VGG-162022.06 | 49.07 | — | 45.05 | 53.59 | 48.35 | 49.28 | — | — | — | — | — | — | — | — | — | — | |
| HDMNetshots=1-shot2025.03 | 48.6 | — | 43.8 | 50.8 | 50.6 | 49.4 | — | — | — | — | — | — | — | — | — | — | |
| PFENet (re-run)Backbone=VGG-162022.06 | 48.36 | — | 48.66 | 48.26 | 45.49 | 51.02 | — | — | — | — | — | — | — | — | — | — | |
| DACMBackbone=ResNet50, Evaluation Protocol=5-shot, Variant=Original2022.07 | 48.1 | — | — | — | — | — | — | — | — | — | 52 | — | 44.6 | 49.2 | 46.4 | 71.6 | |
| VATBackbone=ResNet50, Evaluation Protocol=5-shot2022.07 | 47.9 | — | — | — | — | — | — | — | — | — | 51.1 | — | 44.1 | 50.2 | 46.1 | 72.4 | |
| MIANetshots=1-shot2025.03 | 47.7 | — | 42.5 | 50.3 | 47.8 | 47.4 | — | — | — | — | — | — | — | — | — | — | |
| baseline +SVFBackbone=VGG-162022.06 | 47.16 | — | 46.48 | 50.72 | 45.79 | 45.63 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=ResNet50, Evaluation Protocol=5-shot2022.07 | 46.9 | — | — | — | — | — | — | — | — | — | 51.3 | — | 43.3 | 48.2 | 45 | 70.7 | |
| MM-Formershots=5-shot2025.03 | 46.6 | — | 40.4 | 47.4 | 50 | 48.8 | — | — | — | — | — | — | — | — | — | — | |
| BAMshots=1-shot2025.03 | 46.3 | — | 43.4 | 50.6 | 47.5 | 43.6 | — | — | — | — | — | — | — | — | — | — | |
| baselineBackbone=VGG-162022.06 | 45.81 | — | 43.07 | 49.42 | 44.38 | 46.38 | — | — | — | — | — | — | — | — | — | — | |
| CyCTRBackbone=ResNet-50, Shots=5-shot2021.06 | 45.6 | — | — | — | — | — | 41.1 | 48.9 | 45.2 | 47 | — | — | — | — | — | — | |
| CyCTRBackbone=ResNet50, Evaluation Protocol=5-shot2022.07 | 45.6 | — | — | — | — | — | — | — | — | — | 48.9 | — | 41.1 | 45.2 | 47 | — | |
| MSIshots=1-shot2025.03 | 44.8 | — | 42.4 | 47.4 | 44.9 | 44.6 | — | — | — | — | — | — | — | — | — | — | |
| ABCNetshots=1-shot2025.03 | 44.7 | — | 42.3 | 46.2 | 46 | 44.1 | — | — | — | — | — | — | — | — | — | — | |
| IPMTshots=5-shot2025.03 | 44.3 | — | 43.3 | 47.5 | 43.8 | 42.5 | — | — | — | — | — | — | — | — | — | — | |
| MM-Formershots=1-shot2025.03 | 44.2 | — | 40.5 | 47.7 | 45.2 | 43.4 | — | — | — | — | — | — | — | — | — | — | |
| SSPshots=5-shot2025.03 | 44.1 | — | 40.6 | 47 | 45.1 | 43.9 | — | — | — | — | — | — | — | — | — | — | |
| IPMTshots=1-shot2025.03 | 43.2 | — | 41.4 | 45.2 | 45.6 | 40.4 | — | — | — | — | — | — | — | — | — | — | |
| DACM (VAT)Backbone=ResNet50, Evaluation Protocol=1-shot, Variant=with VAT2022.07 | 43 | — | — | — | — | — | — | — | — | — | 45.2 | — | 41.2 | 44.1 | 41.3 | 69.4 | |
| AAFormershots=1-shot2025.03 | 41.8 | — | 39.8 | 44.6 | 41.1 | 41.6 | — | — | — | — | — | — | — | — | — | — | |
| RePRIBackbone=ResNet50, Evaluation Protocol=5-shot2022.07 | 41.6 | — | — | — | — | — | — | — | — | — | 45.4 | — | 39.3 | 39.7 | 41.8 | — | |
| VATBackbone=ResNet50, Evaluation Protocol=1-shot2022.07 | 41.3 | — | — | — | — | — | — | — | — | — | 43.8 | — | 39 | 42.6 | 39.7 | 68.8 | |
| SCCANshots=1-shot2025.03 | 41.3 | — | 40.4 | 42.6 | 41.4 | 40.7 | — | — | — | — | — | — | — | — | — | — | |
| DACMBackbone=ResNet50, Evaluation Protocol=1-shot, Variant=Original2022.07 | 40.6 | — | — | — | — | — | — | — | — | — | 44.3 | — | 37.5 | 40.6 | 40.1 | 68.9 | |
| PFENetBackbone=VGG-162022.06 | 40.4 | — | 38.2 | 42.5 | 41.8 | 38.9 | — | — | — | — | — | — | — | — | — | — | |
| CyCTRBackbone=ResNet-50, Shots=1-shot2021.06 | 40.3 | — | — | — | — | — | 38.9 | 43 | 39.6 | 39.8 | — | — | — | — | — | — | |
| CyCTRBackbone=ResNet50, Evaluation Protocol=1-shot2022.07 | 40.3 | — | — | — | — | — | — | — | — | — | 43 | — | 38.9 | 39.6 | 39.8 | — | |
| NTRENetshots=5-shot2025.03 | 40.3 | — | 38.2 | 44.1 | 40.4 | 38.4 | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=ResNet50, Evaluation Protocol=1-shot2022.07 | 39.2 | — | — | — | — | — | — | — | — | — | 43.1 | — | 36.3 | 38.7 | 38.7 | 68.2 | |
| PFENetBackbone=ResNet50, Evaluation Protocol=5-shot2022.07 | 39 | — | — | — | — | — | — | — | — | — | 43.3 | — | 36.5 | 38 | 38.4 | — | |
| PPNetBackbone=ResNet-50, Shots=5-shot2021.06 | 38.5 | — | — | — | — | — | 39 | 40.8 | 37.1 | 37.3 | — | — | — | — | — | — | |
| NTRENetshots=1-shot2025.03 | 38.2 | — | 36.8 | 42.6 | 39.7 | 39.3 | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet-101, Shots=5-shot2021.06 | 37.4 | — | — | — | — | — | 38.5 | 38.6 | 38.2 | 34.3 | — | — | — | — | — | — | |
| SSPshots=1-shot2025.03 | 37.4 | — | 35.5 | 39.6 | 37.9 | 36.7 | — | — | — | — | — | — | — | — | — | — | |
| PFENetBackbone=ResNet50, Evaluation Protocol=1-shot2022.07 | 35.8 | — | — | — | — | — | — | — | — | — | 38.6 | — | 36.5 | 35 | 33.8 | — | |
| RPMMBackbone=ResNet-50, Shots=5-shot2021.06 | 35.5 | — | — | — | — | — | 33.8 | 42 | 33 | 33.3 | — | — | — | — | — | — | |
| RPMMBackbone=ResNet50, Evaluation Protocol=5-shot2022.07 | 35.5 | — | — | — | — | — | — | — | — | — | 42 | — | 33.8 | 33 | 33.3 | — | |
| PMMBackbone=ResNet50, Evaluation Protocol=5-shot2022.07 | 34.3 | — | — | — | — | — | — | — | — | — | 40.6 | — | 33 | 30.3 | 33.3 | — | |
| RePRIBackbone=ResNet50, Evaluation Protocol=1-shot2022.07 | 34.1 | — | — | — | — | — | — | — | — | — | 38.7 | — | 32 | 32.7 | 33.1 | — | |
| PFENetBackbone=ResNet-101, Shots=1-shot2021.06 | 32.4 | — | — | — | — | — | 34.3 | 33 | 32.3 | 30.1 | — | — | — | — | — | — | |
| LAWay=2-way, Shot=1-shot2024.07 | 31.9 | — | 30.6 | 33.6 | 32.2 | 31.2 | — | — | — | — | — | — | — | — | — | — | |
| RPMMBackbone=ResNet-50, Shots=1-shot2021.06 | 30.6 | — | — | — | — | — | 29.5 | 36.8 | 29 | 27 | — | — | — | — | — | — | |
| RPMMBackbone=ResNet50, Evaluation Protocol=1-shot2022.07 | 30.6 | — | — | — | — | — | — | — | — | — | 36.8 | — | 29.5 | 28.9 | 27 | — | |
| PMMBackbone=ResNet50, Evaluation Protocol=1-shot2022.07 | 29.6 | — | — | — | — | — | — | — | — | — | 34.8 | — | 29.3 | 27.1 | 27.3 | — | |
| PPNetBackbone=ResNet-50, Shots=1-shot2021.06 | 29 | — | — | — | — | — | 28.1 | 30.8 | 29.5 | 27.7 | — | — | — | — | — | — | |
| LAWay=5-way, Shot=1-shot2024.07 | 25.1 | — | 21.1 | 25.1 | 26.4 | 27.5 | — | — | — | — | — | — | — | — | — | — | |
| MFNetWay=2-way, Shot=1-shot2024.07 | 24.1 | — | 35.3 | 24 | 18.4 | 18.7 | — | — | — | — | — | — | — | — | — | — | |
| FWBBackbone=ResNet-101, Shots=5-shot2021.06 | 23.7 | — | — | — | — | — | 19.1 | 21.5 | 23.9 | 30.1 | — | — | — | — | — | — | |
| FWBBackbone=ResNet-101, Shots=1-shot2021.06 | 21.2 | — | — | — | — | — | 19.9 | 18 | 21 | 28.9 | — | — | — | — | — | — | |
| MFNetWay=5-way, Shot=1-shot2024.07 | 20.9 | — | 29.7 | 21.2 | 15.4 | 17.1 | — | — | — | — | — | — | — | — | — | — | |
| DENetWay=2-way, Shot=1-shot2024.07 | 20.7 | — | 30.3 | 20.5 | 16.7 | 15.3 | — | — | — | — | — | — | — | — | — | — | |
| PPNetWay=2-way, Shot=1-shot2024.07 | 20.4 | — | 29.8 | 19.7 | 17 | 15.1 | — | — | — | — | — | — | — | — | — | — | |
| PPNet(w/o U)Way=2-way, Shot=1-shot2024.07 | 19.8 | — | 29 | 19.4 | 16.5 | 14.2 | — | — | — | — | — | — | — | — | — | — | |
| DENetWay=5-way, Shot=1-shot2024.07 | 18.4 | — | 27 | 17.9 | 14.6 | 14 | — | — | — | — | — | — | — | — | — | — | |
| PANetWay=2-way, Shot=1-shot2024.07 | 18 | — | 25.7 | 16.1 | 16.2 | 13.8 | — | — | — | — | — | — | — | — | — | — | |
| PPNetWay=5-way, Shot=1-shot2024.07 | 18 | — | 25.6 | 17.3 | 15.5 | 13.4 | — | — | — | — | — | — | — | — | — | — | |
| PPNet(w/o U)Way=5-way, Shot=1-shot2024.07 | 17.1 | — | 24.3 | 16.8 | 14.3 | 12.8 | — | — | — | — | — | — | — | — | — | — | |
| PANetWay=5-way, Shot=1-shot2024.07 | 16 | — | 22.1 | 16 | 14.1 | 11.9 | — | — | — | — | — | — | — | — | — | — | |
| ASGNetBackbone=Res-50, Venue=CVPR-212020.10 | — | — | — | — | — | — | — | — | — | — | 34.5 | 42.5 | — | — | — | — | |
| CAPLBackbone=Res-50, Base Architecture=PANet2020.10 | — | — | — | — | — | — | — | — | — | — | 38 | 47.3 | — | — | — | — | |
| CAPLBackbone=Res-50, Base Architecture=PFENet2020.10 | — | — | — | — | — | — | — | — | — | — | 39.8 | 48.3 | — | — | — | — | |
| CAPLBackbone=Res-101, Base Architecture=PFENet2020.10 | — | — | — | — | — | — | — | — | — | — | 42.8 | 50.4 | — | — | — | — | |
| CMNBackbone=Res-50, Venue=ICCV-212020.10 | — | — | — | — | — | — | — | — | — | — | 39.3 | 43.1 | — | — | — | — | |
| CWTBackbone=Res-50, Venue=ICCV-212020.10 | — | — | — | — | — | — | — | — | — | — | 32.9 | 41.3 | — | — | — | — | |
| CWTBackbone=Res-101, Venue=ICCV-212020.10 | — | — | — | — | — | — | — | — | — | — | 32.4 | 42 | — | — | — | — | |
| FPTransShot=1-way 1-shot, Model category=Specialist Models2024.07 | — | 0.565 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FPTransShot=1-way 5-shot, Model category=Specialist Models2024.07 | — | 0.655 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HSNetShot=1-way 1-shot, Model category=Specialist Models2024.07 | — | 0.417 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HSNetShot=1-way 5-shot, Model category=Specialist Models2024.07 | — | 0.507 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Shot=12021.04 | — | 39.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Shot=52021.04 | — | 46.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=ResNet-50, Shot=102021.04 | — | 48.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HSNetBackbone=Res-50, Venue=ICCV-212020.10 | — | — | — | — | — | — | — | — | — | — | 39.2 | 46.9 | — | — | — | — | |
| HSNetBackbone=Res-101, Venue=ICCV-212020.10 | — | — | — | — | — | — | — | — | — | — | 41.2 | 49.5 | — | — | — | — | |
| LAShot=1-way 1-shot, Model category=Specialist Models2024.07 | — | 0.505 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LAShot=1-way 5-shot, Model category=Specialist Models2024.07 | — | 0.535 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LA (L)Shot=1-way 1-shot, Model category=Specialist Models2024.07 | — | 0.574 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LA (L)Shot=1-way 5-shot, Model category=Specialist Models2024.07 | — | 0.602 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MiningBackbone=Res-50, Venue=ICCV-212020.10 | — | — | — | — | — | — | — | — | — | — | 33.9 | 40.6 | — | — | — | — |